Use space in your favour
Slides from the talk on areal interpolation and point pattern interpolation.
Related reading
Chapter Spatial Feature Engineering from the Geographic Data Science with Python by Rey, Arribas-Bel, and Wolf (2023).
References
Rey, Sergio, Dani Arribas-Bel, and Levi John Wolf. 2023. Geographic Data Science with Python. Chapman & Hall/CRC Texts in Statistical Science. London, England: Taylor & Francis.